When do robo-advisors make us better investors? The impact of social design elements on investor behavior

被引:10
作者
Back, Camila [1 ]
Morana, Stefan [2 ]
Spann, Martin [3 ]
机构
[1] Univ Munich, LMU Munich Sch Management, D-80539 Munich, Germany
[2] Saarland Univ, Jr Professorship Digital Transformat & Informat Sy, D-66041 Saarbrucken, Germany
[3] Univ Munich, LMU Munich Sch Management, D-80539 Munich, Germany
关键词
Robo-Advisors; Financial Advice; Social Design Elements; Anthropomorphism; Disposition Effect; Economic Experiment; DECISION-MAKING; DISPOSITION; ADVICE; AGENTS; CONSEQUENCES; INFORMATION; PSYCHOLOGY; ECONOMICS; RESPONSES; RELUCTANT;
D O I
10.1016/j.socec.2023.101984
中图分类号
F [经济];
学科分类号
02 ;
摘要
Investors increasingly can obtain advice from "robo-advisors", artificial intelligence-enabled digitalized service agents. We study whether and why the provision of investment advice from a robo-advisor improves individuals' investment decisions. In two consequential induced-value experiments, we analyze the well-documented disposition effect, which reflects investors' greater propensity to realize past gains than past losses. We find that the availability of a robo-advisor reduces (i.e., mitigates) investors' disposition effect (Study 1). Moreover, imbuing the robo-advisor with social design elements (e.g., a name and the ability to communicate using natural language) negatively affects investment behavior (i.e., increases the disposition effect). The extent to which investors seek advice mediates this effect, i.e., investors ask for advice to a lesser extent from a robo-advisor with, compared to without, social design elements (Study 2). Our findings advance our understanding of the benefits of artificial intelligence-enabled advisors for improving decision making. However, our results also imply increased psychological hurdles of asking for advice from human-like robo-advisors and highlight potential risks of imbuing them with social design elements, which has become a widespread practice to give robo-advisors a human touch.
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页数:13
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共 80 条
[1]  
AKERLOF GA, 1982, AM ECON REV, V72, P307
[2]   Just How Much Do Individual Investors Lose by Trading? [J].
Barber, Brad M. ;
Lee, Yi-Tsung ;
Liu, Yu-Jane ;
Odean, Terrance .
REVIEW OF FINANCIAL STUDIES, 2009, 22 (02) :609-632
[3]   What Drives the Disposition Effect? An Analysis of a Long-Standing Preference-Based Explanation [J].
Barberis, Nicholas ;
Xiong, Wei .
JOURNAL OF FINANCE, 2009, 64 (02) :751-784
[4]   Receptiveness to advice, cognitive ability, and technology adoption [J].
Barham, Bradford L. ;
Chavas, Jean-Paul ;
Fitz, Dylan ;
Schechter, Laura .
JOURNAL OF ECONOMIC BEHAVIOR & ORGANIZATION, 2018, 149 :239-268
[5]   Are Investors Really Reluctant to Realize Their Losses? Trading Responses to Past Returns and the Disposition Effect [J].
Ben-David, Itzhak ;
Hirshleifer, David .
REVIEW OF FINANCIAL STUDIES, 2012, 25 (08) :2485-2532
[6]   Is Unbiased Financial Advice to Retail Investors Sufficient? Answers from a Large Field Study [J].
Bhattacharya, Utpal ;
Hackethal, Andreas ;
Kaesler, Simon ;
Loos, Benjamin ;
Meyer, Steffen .
REVIEW OF FINANCIAL STUDIES, 2012, 25 (04) :975-1032
[7]   People are averse to machines making moral decisions [J].
Bigman, Yochanan E. ;
Gray, Kurt .
COGNITION, 2018, 181 :21-34
[8]   Advice taking and decision-making: An integrative literature review, and implications for the organizational sciences [J].
Bonaccio, Silvia ;
Dalal, Reeshad S. .
ORGANIZATIONAL BEHAVIOR AND HUMAN DECISION PROCESSES, 2006, 101 (02) :127-151
[9]   Smart People Ask for (My) Advice: Seeking Advice Boosts Perceptions of Competence [J].
Brooks, Alison Wood ;
Gino, Francesca ;
Schweitzer, Maurice E. .
MANAGEMENT SCIENCE, 2015, 61 (06) :1421-1435
[10]   Down or out: Assessing the welfare costs of household investment mistakes [J].
Calvet, Laurent E. ;
Campbell, John Y. ;
Sodini, Paolo .
JOURNAL OF POLITICAL ECONOMY, 2007, 115 (05) :707-747